Jiayu Weng

ORCID: 0000-0002-9783-6001
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About
Contact & Profiles
Research Areas
  • Evolution and Genetic Dynamics
  • Gene Regulatory Network Analysis
  • Protein Structure and Dynamics
  • Receptor Mechanisms and Signaling

Beijing Normal University
2022-2023

10.1038/s42256-023-00632-6 article EN Nature Machine Intelligence 2023-03-16

Abstract The stochastic reaction network is widely used to model processes in physics, chemistry and biology. However, the size of state space increases exponentially with number species, making it challenging investigate time evolution chemical master equation for network. Here, we propose a machine-learning approach using variational autoregressive solve equation. based on reinforcement learning framework does not require any data simulated prior by another method. Different from...

10.21203/rs.3.rs-2180974/v1 preprint EN cc-by Research Square (Research Square) 2022-11-22
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